Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126424	ENR	Christina Hunter	1958-08-07	UHC-22457-29	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25369	PRV	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402359	CLM	Philip O Morgan	1939-11-19	—	—	5281 River Rd, Minneapolis, MN, 55432	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121729	ENR	Ehtan Thoomas	1943-01-15	UHC-05832-86	4376547322	2092 Jefferson Ave, San Antonio, TX, 78294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121214	ENR	George E Fisher	1961-03-23	UHC-84057-85	8336986277	1435 Grand Ave, Dallas, TX, 75251	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118690	ENR	Adam Geen	2003-05-12	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28937	PRV	George Estrada	1989-06-18	UHC-50821-50	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128810	ENR	George I Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419205	CLM	Charlotte Burns	1970-12-25	—	4664150992	1008 River Rd, Glendale, AZ, 85368	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415368	CLM	Daniel Warren	2007-05-06	—	—	6802 Camelback Rd, Tucson, AZ, 85787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127956	ENR	Jimenez F Daniel	1960-07-15	UHC-95044-20	8566148732	9420 Park Pl, Las Vegas, NV, 89197	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415774	CLM	Carlos D Aguilar	1938-04-25	—	—	9373 Maple Ave, Nashville, TN, 37250	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-138568	ENR	Kyle A Diaz	1948-01-21	UHC-72638-46	2704282167	7281 Ridge Rd, Dallas, TX, 75274	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20423	PRV	Maria W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-129320	ENR	Brian O Barnes	1984-10-09	UHC-48426-89	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53097	TPA	Sara Richards	1948-06-18	—	—	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56689	TPA	Ruth Salazar	1940-11-24	—	—	2527 Central Ave, Houston, TX, 77011	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29208	PRV	Carol Willis	1982-12-20	—	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-106855	ENR	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-131906	ENR	Megan L Nunez	1967-08-04	UHC-57892-81	—	143 Park Pl, Atlanta, GA, 30391	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412123	CLM	Jeffreey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27983	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413837	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ, 85349	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119775	ENR	Russell J Delgado	1992-08-23	UHC-92143-65	—	403 Apache Blvd, Tucson, AZ, 85766	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-401690	CLM	Dorothy Jacobs	1942-02-04	UHC-33416-55	4322011656	2626 River Rd, Fresno, CA, 93771	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-402552	CLM	Sara P Riley	1968-11-24	—	5604707904	2720 Forest Ave, Tucson, AZ, 85743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20035	PRV	Mariana Turner	1997-07-23	—	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51409	TPA	Eugene Henderson	1938-01-23	UHC-97281-64	—	3955 Church St, Sacramento, CA, 95861	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113549	ENR	Judy Castillo	1984-08-08	UHC-07136-97	8293027152	8966 Mountain View Dr, Sacramento, CA, 95851	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24456	PRV	Logan S Romero	1948-08-03	UHC-29691-98	2163386986	3367 Central Ave, Los Angeles, CA, 90020	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102556	ENR	Stephanie W Berry	1945-05-06	UHC-73453-17	6064404132	7425 Main St, Tucson, AZ, 85748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26053	PRV	Vasquez Pamela	1965-10-16	—	8414621454	7641 Palm Dr, Houston, TX, 77027	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54412	TPA	Julie Sims	1980-02-25	—	—	4819 Valley View Dr, San Antonio, TX, 78220	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131001	ENR	Alexis V Brown	2000-11-14	UHC-94763-21	4445339038	17 Harbor Blvd, Miami, FL, 33101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63774	TPA	Virginia Fernandez	1973-06-03	—	—	3072 Ocean Ave, Jacksonville, FL, 32215	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427262	CLM	Jakk Freeman	1946-07-23	—	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107064	ENR	Anthony Ryan	1984-06-28	UHC-95677-68	4217189564	4877 Mesa Dr, Atlanta, GA, 30369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415164	CLM	Terry Peterson	1940-03-22	UHC-56448-49	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 88 of 166Previous Next